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Predicting Internalizing Problems in At-Risk Children and Adolescents
Tawnyea L. Bolme-Lake
DISSERTATION.COM
Boca Raton
Predicting Internalizing Problems in At-Risk Children and Adolescents
Copyright © 2007 Tawnyea L. Bolme-Lake All rights reserved.
Dissertation.com
Boca Raton, Florida USA • 2008
ISBN-10: 1-59942-659-5
ISBN-13: 978-1-59942-659-4
PREDICTING INTERNALIZING PROBLEMS IN
AT-RISK CHILDREN AND ADOLESCENTS
By
Tawnyea L. Bolme-Lake
A Dissertation Presented in Partial Fulfillment
of the Requirements for the Degree
Doctor of Philosophy
Capella University
August 2007
© Tawnyea L. Bolme-Lake, 2007
PREDICTING INTERNALIZING PROBLEMS IN
AT-RISK CHILDREN AND ADOLESCENTS
by
Tawnyea L. Bolme-Lake
has been approved
August 2007
WILLIAM CAMERON, Ph.D., Faculty Mentor and Chair
KELLEY CHAPPELL, Ph.D., Committee Member
ANTANAS LEVINSKAS, Ph.D., Committee Member
GARVEY HOUSE, Ph.D. Dean, School of Psychology
A Dissertation Presented in Partial Fulfillment
Of the Requirements for the Degree
Doctor of Philosophy
Capella University
August 2007
Abstract
Internalizing problems are common among adolescents. Poor outcomes such as
academic failure, substance misuse, and adult mental health problems have all been
linked to internalizing problems. Although the potential effects are serious, internalizing
disorders tend to be under-diagnosed and under-treated. To compound the problem,
research in the area of internalizing disorders continues to lag behind that of other
disorders. In the last ten years, however, research has indicated that relationships with
parents, gender, and self-esteem are factors associated with internalizing disorders. To
clarify the relationships between these factors, archival data was collected from an
electronic database in a school district in northeastern Minnesota. This database includes
the results of the Behavior Assessment System for Children-2; Self-Report of Personality
(BASC-2) of children and adolescents who have taken it as a part of a special education
evaluation. The BASC-2 is a norm-referenced questionnaire that measures emotions and
self-perceptions. Factorial analysis of variance was used determine whether the degree
of internalizing problems differ between relationships with parents, gender, and self-
esteem groups, reflected by scores on the Parent Relations, Self-Esteem, and Internalizing
Problems scales included in the BASC-2. Further, multiple regression procedures were
used to determine if the combination of the quality of relations with parents, gender, and
level of self-esteem predicts the degree of internalizing problems experienced by at-risk
children and adolescents. Contrary to past studies, results did not show gender significant
differences in the degree of internalizing problems reported. Results did, however,
indicate that the degree of reported internalizing problems was related to the quality of
parent relationships and self-esteem. Specifically, children and adolescents who reported
poor relationships with their parents reported a significantly greater degree of
internalizing problems than those who reported average or better relationships with their
parents. Likewise, children and adolescents who reported low self-esteem reported a
significantly greater degree of internalizing problems than those with average or better
self-esteem. In addition, gender, the quality of parent relations, and level of self-esteem
showed a predictive relationship with internalizing problems. The implications of these
findings, as well as directions for future research were discussed.
iv
Acknowledgments
There are many individuals to who I wish to acknowledge for making this project
possible. Faculty from Capella University, professionals from the public school district
from which the data was gathered, as well as my friends and family all played an
important role in the success of this project. Without their support, completion would not
have been possible.
First, I would like to extend my sincere gratitude to the members of my
dissertation committee. Dr. William Cameron, mentor and dissertation chair, provided
support, guidance, and expertise. Dr. Antanas Levinskas and Dr. Kelley Chappell also
provided a good deal of support and encouragement throughout this process.
Second, I would like to thank several top-notch professionals from the public
school district from which the data was gathered. Specifically, Dr. Keith Dixon and
Marci Hoff granted me permission to use data from their school district, and Angela Sepp
and Cody Chamberlain assisted in the electronic data collection.
Third, I would like to thank the "Kids Table". Their support made my educational
goals seem attainable; their intellect challenged me and made me proud to be a part of
such an accomplished group.
Fourth, I would like to thank my nearest and dearest friends for sticking with me
throughout this journey. My "sisters", Margie and Lisa, my "couple friends", Dave and
Shelley, Will and Sue, Chuck and Vicky… all kept me laughing, smiling, and having fun
throughout the process.
And finally, I would like to give a heartfelt thanks to my family. My husband Ron
has provided unconditional love and unwavering support throughout all of my
v
educational endeavors. His belief in me gave me the strength to see this to completion.
My amazing children Kaitlyn and Alek provided daily inspiration. When difficulties were
encountered, their smiling faces and sincere acts of love kept everything in perspective.
Brother D and sister-in-law MP, Baby Bolme, Bob, Char, Rob, Karie and the kids… each
provided helpful support in one way or another. My parents, Rich and Donna provided
me with the on-going belief that anything is possible. The often-repeated phrase "you can
do anything you put your mind to" resonates in me and has guided me throughout my
life. Thank you!
vi
Table of Contents
Acknowledgments iv
List of Tables viii
List of Figures ix
CHAPTER 1. INTRODUCTION 1
Introduction to the Problem 1
Background of the Study 4
Statement of the Problem 4
Purpose of the Study 5
Significance of the Study 6
Nature of the Study 6
Research Questions 6
Definition of Terms 7
Assumptions and Limitations 10
Organization of the Remainder of the Study 12
CHAPTER 2. LITERATURE REVIEW 14
Introduction to the Literature Review 14
Critical Review of the Relevant Literature 14
Rationale for Methodology, Design, and Measurement 22
Chapter Summary 30
CHAPTER 3. METHODOLOGY 32
Restatement of Purpose 32
Research Design 32
vii
Target Population 32
Selection of Documents 33
Definition of Variables 33
Instruments 35
Data Collection and Procedures 36
Research Questions and Hypotheses 37
Data Analysis 39
Expected Findings 40
CHAPTER 4. RESULTS 42
Organization of the Chapter 42
Characteristics of the Sample 42
Tests of Hypotheses 1 – 3 44
Test of Hypothesis 4 56
Summary of Results 64
CHAPTER 5. DISCUSSION 66
Organization of the Chapter 66
Overview of the Results 66
Discussion and Interpretation of Findings 67
Strengths 73
Limitations 74
Recommendations for Future Research 76
Summary and Conclusion 78
REFERENCES 79
viii
List of Tables
Table 1. Descriptive Statistics of Each Group 43
Table 2. Descriptive Statistics for Internalizing Problems at Each Variable Combination 44
Table 3. Skewness and Kurtosis of Internalizing Problems 46
Table 4. Tests of Normality on the Dependent Variable Internalizing Problems 47
Table 5. Levene's Test of Equality of Error Variances 48
Table 6. Analysis of Variance for Internalizing Problems 54
Table 7. Correlations Between Variables 57
Table 8. Summary of Variables Not Yet Entered Into Regression Model 58
Table 9. Summary of Stepwise Regression Analysis for Variables Predicting 62 Internalizing Problems Table 10. Analysis of Variance, Change in Internalizing Problems 63
ix
List of Figures
Figure 1. Histogram of Mean Internalizing Problems Scores 46
Figure 2. Box Plot of Mean Internalizing Problems Scores by Parent Relations Group 49
Figure 3. Box Plot of Internalizing Problems Scores by Gender Group 50
Figure 4. Box Plot of Internalizing Problems Scores by Self-Esteem Group 51
Figure 5. Results of Analysis of Variance 55
Figure 6. Scatter Plot of Standardized Residuals by Standardized Predicted Values 59
Figure 7. Histogram of Standardized Residuals 60
Figure 8. Plot of Residual Values 61
Figure 9. Visual Depiction of Multiple Regression Results 64
1
CHAPTER 1. INTRODUCTION
Introduction to the Problem
Mental health conditions can be divided into two broad categories, internalizing
disorders and externalizing disorders. This approach to classification is based on the
empirical work of Achenbach and colleagues (Achenbach, 1966, 1985; Achenbach &
Edelbrock, 1978; Achenbach & McConaughy, 1996). Using multivariate factor analysis,
two large groups of conditions were identified. Inner-directed, over-controlled behaviors
that cause emotional distress in the self were classified as internalizing disorders. In
contrast, behavior disorders that create conflicts within the environment or with others
were categorized as externalizing disorders (Reynolds, 1990).
Internalizing disorders such as anxiety and depression are common among
children and adolescents. In fact, the estimated prevalence of anxiety disorders in
children and adolescents is 13% (U.S. Surgeon General, 1999). In addition, some studies
suggest that as many as 20% of adolescents will experience at least one episode of
clinically significant depression in their lifetimes (Birmaher et al., 1996; Garber, 2000;
Lewinsohn & Essau, 2002). Both of these disorders are included within the cluster of
internalizing disorders (Achenbach, 1966, 1985; Achenbach & Edelbrock, 1978;
Achenbach & McConaughy, 1996).
Although researchers cite high prevalence rates for these disorders, some argue
that statistics actually underestimate their true incidence (Reynolds, 1990). This occurs
because these disorders present symptoms that are not always observable (Laurent &
2
Landau, 1993). In addition, the inner-directed nature of these disorders does not affect
others as the outer-directed externalizing disorders tend to, nor do they present behavior
management challenges for parents, teachers, or mental health professionals. As a result,
internalizing disorders are often overlooked (Reynolds, 1992).
Even when internalizing disorders are diagnosed, research suggests that they are
often under-treated. Wu et al. (1999) found that youngsters with externalizing problems
are likely to receive services through mental health organizations and schools. In contrast,
youngsters with internalizing disorders, such as depression, are more likely to receive
services solely in their schools. In other words, children and adolescents with
internalizing-type disorders may get less treatment than those with other types of
disorders. This discrepancy occurs because externalizing disorders tend to cause more
distress in others, causing parents to seek additional support from community agencies
(1999).
Untreated internalizing disorders are related to serious problems. Academic
failure is one of the problems associated with internalizing disorders (National
Association of School Psychologists, 2002; Rapport, Denney, Chung, & Hustace, 2001;
Reynolds, 1992). Rapport et al. (2001) conducted a study using a sample of 325 children
and adolescents ages 5 - 7. Measures such as intelligence, classroom performance,
internalizing behavior, short-term memory, and vigilance were used to examine the
relationship between internalizing problems and classroom performance. Results
indicated that internalizing behavior, defined in this study as anxiety, depression, and
withdrawal, contributed significantly to the prediction of classroom performance "over
and above the effects of intelligence" and all other factors (p. 548).
3
Substance misuse is another problem related to internalizing disorders (Kubik,
Lytle, Birnbaum, Murray, & Perry, 2003; Lillehoj, Trudeau, Spoth, & Wickrama, 2004;
Loeber, Stouthamer-Loeber, & White, 1999; Wang, Fitzhugh, & Westerfield, 1994).
Kubik et al. (2003) surveyed 3,621 12 and 13 year-olds in 16 different middle schools in
Minnesota. Information was collected for gender, age, race/ethnicity, depressive
symptoms, smoking, alcohol use, and use of marijuana and inhalants. Results showed that
in both boys and girls, depressive symptoms were strongly associated with monthly
alcohol and inhalant use. Monthly smoking and heavy drinking were associated with
depressive symptoms in girls only. This suggests that the association between substance
use and internalizing disorders is a concern in young adolescents as well as older
adolescents. It also underscores the existence of gender differences.
Internalizing disorders in childhood and adolescence are also associated with
mental health problems later in adulthood (Pine, Cohen, Cohen, & Brook, 1999; National
Association of School Psychologists, 2003). Pine et al. analyzed a sample of 776
adolescents with depressive symptoms who had psychiatric evaluations completed in
1983, 1985, and 1992. Results showed that adolescent depressive symptoms strongly
predicted adult major depression. In fact, adolescents with clinical depression were 2 - 3
times more likely to have at least one major depressive episode as an adult.
Despite the high prevalence of these disorders and the associated detrimental
effects, research in the area of internalizing disorders lags behind in comparison to
research in the area of externalizing disorders (Compton, Burns, Egger, & Robertson,
2002). This lag is especially evident with respect to the child and adolescent population.
4
Background of the Study
The 1970s marked the beginning of research on internalizing disorders. During
this time, research efforts focused on the nature and treatment of these disorders in adults
(Reynolds, 1992). However, it wasn't until the 1980s that the study of internalizing
disorders trickled down to the child and adolescent population. Prior to that, children and
adolescents with internalizing symptoms were viewed as going through normal, but
difficult, developmental stages in their lives. The common belief was they would simply
"grow out" of their symptoms (1992). Reynolds argued that this growing attention to
child and adolescent internalizing disorders stemmed in part from a rapidly increasing
suicide rate among adolescents in the 1950s, 1960s, and 1970s. The publication of the
Diagnostic and Statistical Manual of Mental Disorders-III in 1980 also sparked interest in
the phenomenon of internalizing disorders of childhood and adolescence (1992).
Statement of the Problem
Since the 1980s, studies have identified that certain factors, such as gender, put
some individuals at a higher risk of developing internalizing disorders. Specifically,
many studies indicate that girls are far more likely to develop internalizing disorders than
boys (Leadbeater, Blatt, & Quinlan, 1995; Crawford, Cohen, Midlarsky, & Brook, 2001;
Kubik, et al., 2003; Jose & Ratcliff, 2004; Ronnlund & Karlsson, 2006). Researchers
have also identified certain factors that may make some children and adolescents less
vulnerable to internalizing disorders. Quality relationships between adolescents and their
parents, as well as high self-esteem have been implicated as protective factors against
problems in psychological adjustment (Schweitzer, Seth-Smith, & Callan, 1992; Delaney,
5
1996; Bryne, 2000; Kliewer, Murrelle, & Meja, 2001; Erkolahti, Ilonen, Saarijavi, &
Terho, 2003; Marsh, Parada, & Ayotte, 2004; Reid, 2004; Manders, Scholte, Janssens, &
De Bruyn, 2006; Margolin, 2006; Ronnlund & Karlsson, 2006).
Although certain risk factors and protective factors have been identified, research
has been limited to simple relationships between these variables; no research to date has
examined the possible interactions between these factors. In addition, researchers have
not explored the potential predictive relationship between this combination of factors and
the degree of internalizing problems reported by children and adolescents. This study fills
those gaps in the literature.
Purpose of the Study
Given the high prevalence of internalizing disorders, the associated detrimental
effects, and the relative lack of research on internalizing disorders in comparison to
externalizing disorders, additional research is needed to identify possible factors or
combination of factors that put adolescents at a higher risk for developing these disorders.
This study examines whether girls experience greater internalizing problems in
comparison to boys, and whether the lack of quality relationships with parents and low
self-esteem are associated with a high degree of internalizing problems. It will also
examine interaction effects. Additionally, it employs multiple regression procedures to
determine if any of these factors or combination of factors, have a predictive relationship
with internalizing problems.
6
Significance of the Study
This study identifies the potentially complex interplay between the factors of
quality of relations with parents, gender, level of self-esteem, and degree of internalizing
problems. It is expected that these findings will be useful in identifying unique
interactions between these variables. As a result, a profile of characteristics that put
children and adolescents at a higher risk for development of internalizing disorders will
be identified. Identification of risk factors may, in turn, help guide interventions for these
groups.
Nature of the Study
This study uses a causal-comparative factorial design to examine how the quality
of parent relationships, gender, and level of self-esteem are related to internalizing
problems in the at-risk population of children and adolescents. Specifically, this study
uses archival data to determine whether there are interactions between and among these
factors. In addition, this research uses multiple regression procedures to examine whether
any of these variables or combination of variables can predict future internalizing
problems in at-risk children and adolescents.
Research Questions
1. Is there a statistically significant difference in the degree of internalizing
problems between the two Relations with Parents groups (Average/Above
Average, At-Risk/Clinically Significant) as measured by the BASC-2?
7
2. Is there a statistically significant difference in the degree of internalizing
problems between the two gender groups (Male, Female) as measured by the
BASC-2?
3. Is there a statistically significant difference in the degree of internalizing
problems between the two Self-Esteem groups (Average/Above Average, At-
Risk/Clinically Significant) as measured by the BASC-2?
4. Does the combination of quality of relations with parents, gender, and level of
self-esteem have a predictive relationship with the degree of internalizing
problems reported by at-risk children and adolescents?
Definition of Terms
There are several terms related to this study that require further explanation.
These terms will be used throughout the remainder of the study as defined in this section.
At-Risk Children and Adolescents
For the purpose of this research, at-risk children and adolescents will refer to
youngsters between the ages of 8-18 that either receive special education services as a
result of an identified emotional/behavioral disorder or have been referred for a special
education evaluation because an emotional/behavioral disorder is suspected. This
population is the focus of this study.
At-Risk/Clinically Significant Relations with Parents
According to Reynolds and Kamphaus (2004), T-scores of 31 - 40 on any
adaptive measure, such as Parent Relations, are considered At-Risk. Scores that fall
within the At-Risk range indicate "the presence of significant problems" or "may signify
8
potential or developing problems that need to be monitored carefully" (p. 16). Likewise,
T-scores of 30 and below are considered Clinically Significant in the area of Relations
with Parents and "denote a high level of maladaptive behavior" (p. 16). The At-
Risk/Clinically Significant Parent Relations group will consist of children and
adolescents who reported problems within the parent-child relationship.
At-Risk/Clinically Significant Self-Esteem
In the area of Self-Esteem, T-scores of 31 - 40 are considered At-Risk on the
BASC-2 (Reynolds & Kamphaus, 2004). According to Reynolds and Kamphaus, any
adaptive measure, including Self-Esteem, that reflects scores that fall within the At-Risk
range indicate "the presence of significant problems" or "may signify potential or
developing problems that need to be monitored carefully" (p. 16). Likewise, T-scores 30
and below are considered Clinically Significant. Scores that fall within the Clinically
Significant range "denote a high level of maladaptive behavior" (Reynolds & Kamphaus,
2004, p. 16). Therefore, children and adolescents in the At-Risk/Clinically Significant
Self-Esteem group represent individuals with low self-esteem.
Average/Above Average Relations with Parents
In the area of Relations with Parents, T-scores of 60 and above are considered
High or Very High and indicate very positive relations between the parents and the child
or adolescent. T-scores of 41 - 59 are considered Average and reflect average quality
relationships between the child or adolescent and his or her parents (Reynolds &
Kamphaus, 2004). Thus, the Average/Above Average Parent Relations group consists of
youngsters who reported average or better relationships with their parents.
9
Average/Above Average Self-Esteem
In the area of Self-Esteem, T-scores of 60 and above are considered High and
Very High on the BASC-2 and reflect a level of self-esteem that is better than average.
Likewise, T-scores of 41 - 59 are considered Average, and reflect an average level of
self-esteem (Reynolds & Kamphaus, 2004). Thus, children and adolescents with
Average/Above Average Self-Esteem reflect individuals with average or better self-
esteem.
Behavior Assessment System for Children; Second Edition (BASC-2)
The BASC-2 is a multi-method, multidimensional assessment tool that evaluates
behavior and self-perceptions of children and adolescents (Reynolds & Kamphaus, 2004).
This is one of the evaluation tools used in the school district under study when
considering the special education eligibility. It is also the tool that was used to measure
the quality of relationships with parents, level of self-esteem, as well as the degree of
internalizing problems in this study.
Emotional/Behavioral Disorder (EBD)
According to National Association of School Psychologists (2002), EBD refers to
"a condition in which behavioral or emotional responses of an individual in school are so
different from his/her generally accepted, age-appropriate, ethnic or cultural norms that
they adversely affect performance in such areas as self care, social relationships, personal
adjustment, academic progress, classroom behavior, or work adjustment" (para. 3). All of
the students whose BASC-2 results were used for this study have been evaluated and
identified as having an EBD, another disability, or were suspected of having an EBD.
10
Internalizing Problems
Internalizing disorders are a group of disorders that are described as inner-
directed and over-controlled (Reynolds, 1992). The Internalizing Problems composite
score on the BASC-2 Self-Report of Personality includes the scales of Atypicality
(tendency to behave in a manner considered odd or strange), Locus of Control, Social
Stress, Anxiety, Depression, and Sense of Inadequacy. Reynolds and Kamphaus (2004)
consider the Internalizing Problems composite on the BASC-2 as a "broad index of
inwardly directed distress."
Parent Relationships
In this study, the quality of the relationship between the child or adolescent and
the parents was measured using the Relations with Parents scale on the BASC-2.
According to Reynolds and Kamphaus (2004), this scale "surveys the individual's
perception of being important in the family, the status of the child-parent relationship,
and the child's perception of the degree of parental trust and concern" (p. 78).
Self-Esteem
The level of self-esteem was measured in this study using the Self-Esteem scale
on the BASC-2. This scale evaluates the adolescent's satisfaction with one's self,
physically and globally (Reynolds & Kamphaus, 2004).
Assumptions and Limitations
There are several key assumptions embedded within this study that are worth
noting. The first group of assumptions is related to the quantitative philosophy of this
study. With regard to ontology, this research assumes a single reality rather than multiple
11
realities. The epistemology assumes that the researcher and the data are independent
entities. The axiology of this study assumes that the researcher's values will not impact
the final results. It is also assumed that at least some degree of generalizations will be
possible as a result of the study and that causes and effects exist in a linear manner.
Finally, this study assumes a deductive method of logic.
The second group of assumptions is related to the use of the BASC-2 as the tool
of measurement used in this study. First, it is assumed that the school professionals that
administered the BASC-2 as a part of the special education evaluation process followed
proper testing and scoring procedures. Second, it is assumed that the students that
completed the BASC-2 answered the questions openly and honestly. Third, it is assumed
that the demographics of the students that took that BASC-2 in the school district under
study roughly match the demographics of the students included in the BASC-2 norm
group.
The limitations of this study should also be taken into account when making
generalizations from the final results. The first group of limitations is related to the
concept of internalizing disorders. Although the distinction between internalizing
disorders and externalizing disorders has empirical support (Achenbach, 1966; 1985), it
is important to note that not every mental health condition falls neatly into these two
categories. Rather, internalizing disorders often have symptoms that overlap with other
externalizing disorders (McConaughy & Skiba, 1993). Second, internalizing disorders
and externalizing disorders are often co-morbid (1993). Finally, not all researchers agree
which specific mental health conditions fall within the category or internalizing disorders
(Reynolds, 1992). All of these factors affects the interpretation of the final results.